{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "加载库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "from torchvision import datasets,transforms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "设置训练和测试数据加载器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置批处理大小\n",
    "batch_size = 1024\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "\n",
    "# 创建训练数据加载器\n",
    "trainloader = torch.utils.data.DataLoader(\n",
    "    datasets.FashionMNIST('data', train=True, download=True,\n",
    "                          # 对图像进行调整大小到224x224并转换为张量\n",
    "                          transform=transforms.Compose([transforms.Resize((224, 224)), transforms.ToTensor()])),\n",
    "    batch_size=batch_size,  # 设置批处理大小\n",
    "    shuffle=True            # 在每个训练周期内打乱数据\n",
    ")\n",
    "\n",
    "# 创建测试数据加载器\n",
    "testloader = torch.utils.data.DataLoader(\n",
    "    datasets.FashionMNIST('data', train=False, download=True,\n",
    "                          transform=transforms.Compose([transforms.Resize((224, 224)), transforms.ToTensor()])),\n",
    "    batch_size=batch_size,  \n",
    "    shuffle=True            \n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用 PyTorch 框架定义的 AlexNet 模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Alex(\n",
       "  (conv1): Conv2d(1, 96, kernel_size=(11, 11), stride=(4, 4), padding=(1, 1))\n",
       "  (conv2): Conv2d(96, 256, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n",
       "  (conv3): Conv2d(256, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (conv4): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (conv5): Conv2d(384, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (fc1): Linear(in_features=6400, out_features=4096, bias=True)\n",
       "  (fc2): Linear(in_features=4096, out_features=4096, bias=True)\n",
       "  (clf): Linear(in_features=4096, out_features=10, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class Alex(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        # 第一层卷积层，输入通道为1，输出通道为96，使用11x11的卷积核，步长为4，边缘填充为1\n",
    "        self.conv1 = nn.Conv2d(1, 96, kernel_size=11, stride=4, padding=1)\n",
    "        # 第二层卷积层，输入通道为96，输出通道为256，使用5x5的卷积核，边缘填充为2\n",
    "        self.conv2 = nn.Conv2d(96, 256, kernel_size=5, padding=2)\n",
    "        # 第三层卷积层，输入通道为256，输出通道为384，使用3x3的卷积核，边缘填充为1\n",
    "        self.conv3 = nn.Conv2d(256, 384, kernel_size=3, padding=1)\n",
    "        # 第四层卷积层，同样配置为384通道输入输出，使用3x3的卷积核，边缘填充为1\n",
    "        self.conv4 = nn.Conv2d(384, 384, kernel_size=3, padding=1)\n",
    "        # 第五层卷积层，输入通道为384，输出通道为256，使用3x3的卷积核，边缘填充为1\n",
    "        self.conv5 = nn.Conv2d(384, 256, kernel_size=3, padding=1)\n",
    "        # 第一层全连接层，将卷积层输出的6400个特征映射到4096个特征\n",
    "        self.fc1 = nn.Linear(6400, 4096)\n",
    "        # 第二层全连接层，输入输出都是4096个特征\n",
    "        self.fc2 = nn.Linear(4096, 4096)\n",
    "        # 分类层，将4096个特征映射到10个类别\n",
    "        self.clf = nn.Linear(4096, 10)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # 应用ReLU激活函数，并进行池化\n",
    "        x = F.relu(self.conv1(x))\n",
    "        x = F.max_pool2d(x, kernel_size=3, stride=2)\n",
    "        x = F.relu(self.conv2(x))\n",
    "        x = F.max_pool2d(x, kernel_size=3, stride=2)\n",
    "        x = F.relu(self.conv3(x))\n",
    "        x = F.relu(self.conv4(x))\n",
    "        x = F.relu(self.conv5(x))\n",
    "        x = F.max_pool2d(x, kernel_size=3, stride=2)\n",
    "        # 扁平化卷积层的输出以准备全连接层\n",
    "        x = x.flatten(start_dim=1)\n",
    "        # 连续的全连接层与ReLU激活和Dropout操作\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = F.dropout(x, p=0.5)\n",
    "        x = F.relu(self.fc2(x))\n",
    "        x = F.dropout(x, p=0.5)\n",
    "        # 通过分类层输出最终的预测结果\n",
    "        out = self.clf(x)\n",
    "        return out\n",
    "\n",
    "model = Alex().to(device)\n",
    "# 使用Adam优化器管理模型的参数\n",
    "optimizer = optim.Adam(model.parameters())\n",
    "# 输出模型的结构\n",
    "model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用 PyTorch 进行深度学习训练和测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epochs: 0, loss: 0.5966, acc: 0.7456\n",
      "epochs: 1, loss: 0.4356, acc: 0.8295\n",
      "epochs: 2, loss: 0.3346, acc: 0.8644\n",
      "epochs: 3, loss: 0.2753, acc: 0.8796\n",
      "epochs: 4, loss: 0.2468, acc: 0.8929\n",
      "epochs: 5, loss: 0.2395, acc: 0.8954\n",
      "epochs: 6, loss: 0.2696, acc: 0.8934\n",
      "epochs: 7, loss: 0.2302, acc: 0.9049\n",
      "epochs: 8, loss: 0.1719, acc: 0.9100\n",
      "epochs: 9, loss: 0.2009, acc: 0.9119\n"
     ]
    }
   ],
   "source": [
    "# 设置训练的总周期数\n",
    "epochs = 10\n",
    "accs, losses = [], []\n",
    "\n",
    "# 开始训练周期\n",
    "for epoch in range(epochs):\n",
    "    # 遍历训练数据加载器中的每个批次\n",
    "    for batch_idx, (x, y) in enumerate(trainloader):\n",
    "        # 清空优化器中的梯度信息\n",
    "        optimizer.zero_grad()\n",
    "        x, y = x.to(device), y.to(device)\n",
    "        # 前向传播：计算模型对当前批次的输出\n",
    "        out = model(x)\n",
    "        # 计算损失：使用交叉熵损失函数比较输出和真实标签\n",
    "        loss = F.cross_entropy(out, y)\n",
    "        # 反向传播：计算损失关于模型参数的梯度\n",
    "        loss.backward()\n",
    "        # 更新模型参数\n",
    "        optimizer.step()\n",
    "    \n",
    "    # 用于测试阶段计数正确的预测数量和总损失\n",
    "    correct = 0\n",
    "    testloss = 0\n",
    "    # 不进行梯度计算的上下文，用于评估和测试\n",
    "    with torch.no_grad():\n",
    "        # 遍历测试数据加载器中的每个批次\n",
    "        for batch_idx, (x, y) in enumerate(testloader):\n",
    "            # 将数据和标签移动到计算设备\n",
    "            x, y = x.to(device), y.to(device)\n",
    "            # 前向传播：计算模型对当前批次的输出\n",
    "            out = model(x)\n",
    "            # 累加计算整个测试集的损失\n",
    "            testloss += F.cross_entropy(out, y)\n",
    "            # 计算预测正确的数量\n",
    "            pred = out.max(dim=1, keepdim=True)[1]  # 获取概率最高的类别的索引\n",
    "            correct += pred.eq(y.view_as(pred)).sum().item()\n",
    "    \n",
    "    # 计算整个测试集上的平均准确率和平均损失\n",
    "    acc = correct / len(testloader.dataset)\n",
    "    testloss = testloss / (batch_idx + 1)\n",
    "    accs.append(acc)\n",
    "    losses.append(testloss)\n",
    "    print(f'epochs: {epoch}, loss: {loss:.4f}, acc: {acc:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array(0.6607926, dtype=float32),\n",
       " array(0.43791458, dtype=float32),\n",
       " array(0.3719593, dtype=float32),\n",
       " array(0.32401457, dtype=float32),\n",
       " array(0.29587913, dtype=float32),\n",
       " array(0.27853623, dtype=float32),\n",
       " array(0.28557563, dtype=float32),\n",
       " array(0.2633378, dtype=float32),\n",
       " array(0.24670295, dtype=float32),\n",
       " array(0.25823054, dtype=float32)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "losses1 = [t.cpu().numpy() for t in losses]\n",
    "losses1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用matplotlib实现训练结果可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 创建图形和轴对象\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "# 绘制准确率曲线\n",
    "color = 'tab:red'\n",
    "ax1.set_xlabel('Epochs')\n",
    "ax1.set_ylabel('Accuracy', color=color)\n",
    "ax1.plot(range(1, epochs+1), accs, color=color, label='Accuracy')\n",
    "ax1.tick_params(axis='y', labelcolor=color)\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "# 创建一个共享x轴的第二个y轴，用于绘制损失曲线\n",
    "ax2 = ax1.twinx()  \n",
    "color = 'tab:blue'\n",
    "ax2.set_ylabel('Loss', color=color)  \n",
    "ax2.plot(range(1, epochs+1), losses1, color=color, label='Loss')\n",
    "ax2.tick_params(axis='y', labelcolor=color)\n",
    "ax2.legend(loc='upper right')\n",
    "\n",
    "# 设置标题和布局调整\n",
    "plt.title('Model Accuracy and Loss per Epoch')\n",
    "fig.tight_layout()  # 调整布局以适应第二个y轴\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = datasets.FashionMNIST('data', train=True, download=True,\n",
    "                          transform=transforms.Compose([transforms.Resize((224, 224)), transforms.ToTensor()]))\n",
    "classes = data.classes\n",
    "# 确保模型在评估模式\n",
    "model.eval()\n",
    "\n",
    "testloader = torch.utils.data.DataLoader(\n",
    "    datasets.FashionMNIST('data', train=False, download=True,\n",
    "                          transform=transforms.Compose([transforms.Resize((224, 224)), transforms.ToTensor()])),\n",
    "    batch_size=20,  \n",
    "    shuffle=True            \n",
    ")\n",
    "dataiter = iter(testloader)\n",
    "images, labels = next(dataiter)  \n",
    "\n",
    "images = images.to(device)\n",
    "\n",
    "# 使用模型进行预测\n",
    "outputs = model(images)\n",
    "\n",
    "# 将输出转换为预测的类别索引\n",
    "_, predicted = torch.max(outputs, 1)\n",
    "\n",
    "# 显示图片和预测结果\n",
    "plt.figure(figsize=(10, 10))\n",
    "for i in range(20):\n",
    "    plt.subplot(5, 4, i + 1)\n",
    "    plt.imshow(images[i].cpu().squeeze(), cmap='gray')  # 显示图片，确保转换回 CPU\n",
    "    plt.title(f'Predicted: {classes[predicted[i].item()]}')\n",
    "    plt.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['T-shirt/top',\n",
       " 'Trouser',\n",
       " 'Pullover',\n",
       " 'Dress',\n",
       " 'Coat',\n",
       " 'Sandal',\n",
       " 'Shirt',\n",
       " 'Sneaker',\n",
       " 'Bag',\n",
       " 'Ankle boot']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = datasets.FashionMNIST('data', train=True, download=True,\n",
    "                          # 对图像进行调整大小到224x224并转换为张量\n",
    "                          transform=transforms.Compose([transforms.Resize((224, 224)), transforms.ToTensor()]))\n",
    "data.classes"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
